{"workflow":{"id":14768,"name":"Auto-post trending X tweets with Gemini AI images, FLUX and Buffer","views":11,"recentViews":2,"totalViews":11,"createdAt":"2026-04-06T01:38:32.215Z","description":"### This n8n workflow automatically scrapes X (Twitter) trending topics for any country, generates a pidgin-style tweet and a matching AI image for each trend, then schedules and posts them to X via Buffer — all on a custom schedule.\n\nPerfect for social media managers, content creators, and personal brands who want to stay relevant on X without manually tracking trends or writing posts every day.\n\n\n## Good to know\n- The workflow runs 3 times daily by default (8:30am, 12:30pm, 4:30pm). You can adjust the schedule in the Schedule Trigger node to suit your timezone.\n- Trends already used in the last 24 hours are automatically skipped to avoid repetition.\n- If the primary Apify scraper fails, the workflow falls back to Gemini AI search to fetch trends — so it rarely runs dry.\n- FLUX.1-schnell on HuggingFace is a free-tier model but has rate limits. For higher volume, consider upgrading your HuggingFace plan.\n\n## How it works\n\n- A Schedule Trigger fires 3 times a day and kicks off the Apify Twitter Trending Topics Scraper for your chosen country (default: Nigeria).\n- If Apify fails or returns no data, Gemini AI searches for current trending topics as a fallback.\n- Already-used trends are fetched from an n8n Data Table and filtered out so the same trend is never posted twice within 24 hours.\n- 2 unused trends are randomly picked and passed into a loop.\n- For each trend, Gemini 2.5 Flash generates a short, engaging pidgin-English tweet (≤275 characters) grounded in live context via Google Search.\n- FLUX.1-schnell on HuggingFace generates a photorealistic image matching the trend topic.\n- The image is uploaded to Dropbox and a temporary public URL is extracted.\n- The tweet and image are posted to X via Buffer MCP on automatic scheduling.\n- The used trend is saved back to the Data Table with a timestamp to prevent reuse.\n\n## How to use\n\n- Change the `country` field in both Apify nodes to scrape trends for your own country.\n- Edit the tweet prompt in the `Generate Tweet with Gemini` node to match your personal tone, language, or brand voice.\n- Edit the FLUX image prompt in the `Generate Image with FLUX` node to change the visual style of generated images.\n- Run the `Create a data table` node once manually to set up the trend history table, then disable it.\n- Replace `YOUR_BUFFER_CHANNEL_ID` in the `Post to X via Buffer` node with your actual Buffer channel ID.\n\n## Requirements\n\n- Apify account with the Twitter Trending Topics Scraper actor\n- Google Gemini API credential\n- HuggingFace account with an API token (HTTP Bearer Token credential)\n- Dropbox account (OAuth2)\n- Buffer account connected to your X profile\n\n## Customising this workflow\n\n- Swap Nigeria for any country supported by the Apify actor to target a different audience.\n- Replace the pidgin-English tweet prompt with any language or tone — formal English, Yoruba slang, Spanish, etc.\n- Replace Dropbox with Google Drive or S3 if you prefer a different image storage provider.\n- Increase the number of picked trends from 2 to more in the `Pick Trend` node to post more tweets per run.","workflow":{"id":"0cuzFC47AFJslSZu","meta":{"instanceId":"c47530286da43337d05c81b6b3a48affed05b1ae8339bb54632729a1da5f1641","templateCredsSetupCompleted":true},"name":"Auto-Post Trending Tweets with AI Images using Gemini, FLUX & Buffer","tags":[{"id":"8SQ9sFZ86SUKssJ9","name":"Tweets","createdAt":"2026-04-04T18:41:46.655Z","updatedAt":"2026-04-04T18:41:46.655Z"}],"nodes":[{"id":"bca2d0e0-f0cd-45d4-8ed4-808706124b76","name":"Schedule Trigger","type":"n8n-nodes-base.scheduleTrigger","position":[928,512],"parameters":{"rule":{"interval":[{"field":"cronExpression","expression":"30 8,12,16 * * *"}]}},"typeVersion":1.3},{"id":"888b0b6a-0356-441a-b2af-67fbbf355204","name":"Get Daily x trends","type":"@n8n/n8n-nodes-langchain.googleGemini","onError":"continueRegularOutput","position":[2928,656],"parameters":{"modelId":{"__rl":true,"mode":"list","value":"models/gemini-2.5-flash","cachedResultName":"models/gemini-2.5-flash"},"options":{},"messages":{"values":[{"content":"pull Nigeria specific trends right now from https://x.com/explore base According to various trend tracking sites. Only output the trend words or phrases themselves, one per line. \n- Do NOT include descriptions, explanations, hashtags about other things, or any extra text. \n- Include both hashtags and plain words if trending. \n- Output format example:\n\nTrend1\nTrend2\nTrend3\n..."}]},"builtInTools":{"urlContext":false,"googleSearch":true}},"credentials":{"googlePalmApi":{"id":"tBYdgG6WSU3D7RKn","name":"Google Gemini(PaLM) Api account"}},"typeVersion":1.1,"alwaysOutputData":true},{"id":"14c8f37b-557f-45ec-aeb2-05d321509be8","name":"Create a data table","type":"n8n-nodes-base.dataTable","onError":"continueRegularOutput","disabled":true,"position":[3792,624],"parameters":{"columns":{"column":[{"name":"trend"},{"name":"date"}]},"options":{},"resource":"table","operation":"create","tableName":"table_name"},"executeOnce":false,"typeVersion":1.1},{"id":"c41b2681-cd32-4e50-b498-60b338ecf6f5","name":"Filter Last 24h","type":"n8n-nodes-base.code","onError":"continueRegularOutput","position":[4288,624],"parameters":{"jsCode":"// Get all trends from \"Split Trend\"\nconst allTrends = $input.all();\n\n// Get used trends from Data Table (may be empty)\nlet usedTrendsItems = [];\ntry {\n  usedTrendsItems = $node[\"Get Used Trends\"].all();\n} catch (e) {\n  usedTrendsItems = [];\n}\n\nconst oneDay = 24 * 60 * 60 * 1000;\nconst now = new Date();\n\n// Map used trends to only last 24h\nconst recentUsed = usedTrendsItems\n  .filter(item => item.json.date && (now - new Date(item.json.date)) < oneDay)\n  .map(item => item.json.trend);\n\n// Filter out used trends\nconst availableTrends = allTrends.filter(item => !recentUsed.includes(item.json.trend));\n\n// ALWAYS return array, even if empty\nreturn availableTrends.map(item => ({ json: { trend: item.json.trend } }));"},"typeVersion":2,"alwaysOutputData":true},{"id":"901657e4-a5db-484a-b3d1-531a54718db4","name":"Remove Used Trends","type":"n8n-nodes-base.code","onError":"continueRegularOutput","position":[4784,432],"parameters":{"jsCode":"// Filter out trends used in the last 24h (from Apify path 1)\nconst used = $input.all().map(i => i.json.trend || '');\nconst current = $('Split Trend1').all();\nconst filtered = current.filter(item => !used.includes(item.json.trend));\nreturn filtered.length > 0 ? filtered : [];"},"typeVersion":2,"alwaysOutputData":true},{"id":"b6f359e4-0c51-4d54-b559-72d336a9a301","name":"Pick Trend","type":"n8n-nodes-base.code","onError":"continueRegularOutput","position":[5104,592],"parameters":{"jsCode":"const items = $input.all();\n\n// Fisher-Yates shuffle (more uniform than .sort(() => 0.5 - Math.random()))\nfor (let i = items.length - 1; i > 0; i--) {\n  const j = Math.floor(Math.random() * (i + 1));\n  [items[i], items[j]] = [items[j], items[i]];\n}\n\n// Pick up to 2 unique trends\nconst picked = items.slice(0, 2);\n\nreturn picked.map(item => ({\n  json: {\n    trend: item.json.trend?.json?.trend || item.json.trend\n  }\n}));"},"typeVersion":2,"alwaysOutputData":true},{"id":"519c3100-0a0e-41e5-80cf-cc3c31f6d3f3","name":"Get Used Trends","type":"n8n-nodes-base.dataTable","position":[4048,624],"parameters":{"operation":"get","returnAll":true,"dataTableId":{"__rl":true,"mode":"list","value":"yJnzJvRdKazvvCuY","cachedResultUrl":"/projects/vXqhDNlXbSeCxe2L/datatables/yJnzJvRdKazvvCuY","cachedResultName":"trend_table"}},"typeVersion":1.1,"alwaysOutputData":true},{"id":"3a3c66a6-acd4-4325-96ed-bba7259ea853","name":"Split Trend","type":"n8n-nodes-base.code","position":[3440,656],"parameters":{"jsCode":"const trends = $json.trends;\n\nreturn trends.map(trend => ({\n  json: { trend }\n}));"},"typeVersion":2},{"id":"0fd47766-a692-407e-bdf1-d56077862df5","name":"Prepare Trend Record","type":"n8n-nodes-base.code","position":[7328,464],"parameters":{"jsCode":"// Build the record to save in the trend table\nconst trend = $('Loop Over Items').item.json.trend;\nconst tweetText = $input.item.json?.content?.[0]?.text?.text \n  || $input.item.json?.content?.parts?.[0]?.text \n  || '';\n\nif (!trend) throw new Error('No trend found from Loop Over Items');\n\nreturn [{\n  json: {\n    trend: trend,\n    tweet: tweetText,\n    usedAt: new Date().toISOString()\n  }\n}];"},"typeVersion":2},{"id":"36a0d2ce-321b-4a50-b0b0-b9da9f292679","name":"Loop Over Items","type":"n8n-nodes-base.splitInBatches","position":[5584,592],"parameters":{"options":{}},"typeVersion":3},{"id":"1a742970-c005-49b8-b1e2-073c1d471ea1","name":"Loop Done (End of Batch)","type":"n8n-nodes-base.noOp","position":[5856,672],"parameters":{},"placeholder":true,"typeVersion":1},{"id":"bdb2f6ba-25f1-48e2-904e-69ff63d510fc","name":"Run an Actor and get dataset","type":"@apify/n8n-nodes-apify.apify","onError":"continueRegularOutput","position":[1168,512],"parameters":{"actorId":{"__rl":true,"mode":"list","value":"VPeCKacMZL2Lgem5t","cachedResultUrl":"https://console.apify.com/actors/VPeCKacMZL2Lgem5t/input","cachedResultName":"Twitter Trending Topics Scraper 🌎 (easyapi/twitter-trending-topics-scraper)"},"operation":"Run actor and get dataset","customBody":"{\n    \"country\": \"nigeria\",\n    \"proxyConfiguration\": {\n        \"useApifyProxy\": false\n    }\n}"},"credentials":{"apifyApi":{"id":"5mPqLIba3K0Vs2Xh","name":"Apify account 3"}},"typeVersion":1},{"id":"d84fc9ee-f66a-4c5e-8307-d7e0df92e31b","name":"Extract Trends1","type":"n8n-nodes-base.code","onError":"continueRegularOutput","position":[1408,512],"parameters":{"jsCode":"const items = $input.all();\n\nconst firstItem = items[0]?.json;\nif (!firstItem || firstItem.error) {\n  return [{ json: { success: false, error: firstItem?.error || \"No data received\" } }];\n}\n\nconst seen = new Set();\nconst trends = items.flatMap(item => {\n  const data = item.json;\n  const records = Array.isArray(data) ? data : [data];\n  return records\n    .map(record => record.title?.trim())\n    .filter(title => {\n      if (!title || seen.has(title)) return false;\n      seen.add(title);\n      return true;\n    })\n    .map(title => ({ json: { trend: title } }));\n});\n\nif (trends.length === 0) {\n  return [{ json: { success: false, error: \"No valid trend data found\" } }];\n}\n\nreturn [{ json: { success: true, trends } }];"},"typeVersion":2},{"id":"f80fde5b-1fed-4ecb-ac69-107e5541addb","name":"Split Trend1","type":"n8n-nodes-base.code","position":[2880,96],"parameters":{"jsCode":"const trends = $json.trends;\n\nreturn trends.map(trend => ({\n  json: { trend }\n}));"},"typeVersion":2},{"id":"e1f3dd33-a6c3-4f26-92ce-8aab60ff360c","name":"Apify Success? (Primary)","type":"n8n-nodes-base.if","position":[1696,512],"parameters":{"options":{},"conditions":{"options":{"version":3,"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"id":"163328ab-270c-4abe-a261-1c5acce7acb8","operator":{"type":"boolean","operation":"true","singleValue":true},"leftValue":"={{ $json.success }}","rightValue":0}]}},"typeVersion":2.3},{"id":"e326ea94-0ee1-4741-979e-2c655f573f49","name":"Extract Trends","type":"n8n-nodes-base.code","position":[3232,656],"parameters":{"jsCode":"// Get the text from AI node\nconst text = $json[\"content\"]?.parts?.[0]?.text;\n\nif (!text) {\n    throw new Error(\"AI output not found. Check the node name or output structure.\");\n}\n\n// Split by newlines, trim each line, and remove empty lines\nconst trends = text\n    .split('\\n')\n    .map(t => t.trim())\n    .filter(Boolean);\n\n// Return as a single item\nreturn [{ json: { trends } }];"},"typeVersion":2},{"id":"bc58e1f9-da24-49dd-a681-be316db4a10d","name":"Generate Image with FLUX","type":"n8n-nodes-base.httpRequest","position":[6176,464],"parameters":{"url":"https://router.huggingface.co/hf-inference/models/black-forest-labs/FLUX.1-schnell","method":"POST","options":{"response":{"response":{"responseFormat":"file"}}},"jsonBody":"={\n  \"inputs\": \"photorealistic image of {{ $json.content.parts[0].text }}, ultra realistic, cinematic lighting, 8k, highly detailed, professional photography, few or no text\"\n}","sendBody":true,"sendHeaders":true,"specifyBody":"json","authentication":"predefinedCredentialType","headerParameters":{"parameters":[{"name":"Accept","value":"image/png"}]},"nodeCredentialType":"huggingFaceApi"},"credentials":{"huggingFaceApi":{"id":"9ixjdsYqosOzq49g","name":"Hugging Face account"}},"typeVersion":4.4},{"id":"ea337eae-5756-4d34-81d4-cba64ce2fd51","name":"Upload a file","type":"n8n-nodes-base.dropbox","position":[6464,464],"parameters":{"path":"=/n8n/{{ $('Loop Over Items').item.json.trend }}_{{ $itemIndex + 1 }}.png","binaryData":true,"authentication":"oAuth2"},"credentials":{"dropboxOAuth2Api":{"id":"Mi7pzowvMAhatwYT","name":"Upload Dropbox API"}},"typeVersion":1},{"id":"579a69e6-54a3-48e5-a070-586f5fb3a78d","name":"Generate Tweet with Gemini","type":"@n8n/n8n-nodes-langchain.googleGemini","position":[5808,464],"parameters":{"modelId":{"__rl":true,"mode":"list","value":"models/gemini-2.5-flash","cachedResultName":"models/gemini-2.5-flash"},"options":{},"messages":{"values":[{"content":"= generate a short tweet base on this x.com trend: {{ $json.trend }} . The generated tweet must be base on live events, react to the contextuse pidgin + casual tone. only one otion, no **\\n, maximum of 275 characters."}]},"builtInTools":{"googleSearch":true}},"credentials":{"googlePalmApi":{"id":"tBYdgG6WSU3D7RKn","name":"Google Gemini(PaLM) Api account"}},"typeVersion":1.1},{"id":"0d377def-5692-4282-a740-68cd63ea53af","name":"Post to X via Buffer","type":"@n8n/n8n-nodes-langchain.mcpClient","notes":"Twiiter Auto post","position":[7120,464],"parameters":{"tool":{"__rl":true,"mode":"list","value":"create_post","cachedResultName":"create_post"},"options":{},"parameters":{"value":{"text":"={{ $('Generate Tweet with Gemini').item.json.content.parts[0].text }}","assets":"={\n    \"images\": [\n    {\n      \"url\": \"{{ $json.file_url }}\",\n      \"thumbnailUrl\": \"{{ $json.file_url }}\",\n      \"metadata\": {\n        \"altText\": \"{{ $('Generate Tweet with Gemini').item.json.content.parts[0].text }}\",\n        \"animatedThumbnail\": \"string\",\n        \"userTags\": [\n          {\n            \"handle\": \"string\",\n            \"x\": 0,\n            \"y\": 0\n          }\n        ],\n        \"dimensions\": {\n          \"width\": 0,\n          \"height\": 0\n        }\n      }\n    }\n  ]\n\n} ","channelId":"69ce9bddaf47dacb6980757d","schedulingType":"automatic"},"schema":[{"id":"channelId","type":"string","display":true,"removed":false,"required":true,"displayName":"channelId","defaultMatch":false},{"id":"schedulingType","type":"options","display":true,"options":[{"name":"notification","value":"notification"},{"name":"automatic","value":"automatic"}],"removed":false,"required":true,"displayName":"schedulingType","defaultMatch":false},{"id":"mode","type":"options","display":true,"options":[{"name":"addToQueue","value":"addToQueue"},{"name":"shareNow","value":"shareNow"},{"name":"shareNext","value":"shareNext"},{"name":"customScheduled","value":"customScheduled"},{"name":"recommendedTime","value":"recommendedTime"}],"removed":true,"required":false,"displayName":"mode","defaultMatch":false},{"id":"text","type":"string","display":true,"removed":false,"required":false,"displayName":"text","defaultMatch":false},{"id":"dueAt","type":"string","display":true,"removed":true,"required":false,"displayName":"dueAt","defaultMatch":false},{"id":"tagIds","type":"array","display":true,"removed":true,"required":false,"displayName":"tagIds","defaultMatch":false,"defaultValue":"[\n  \"string\"\n]"},{"id":"assets","type":"object","display":true,"removed":false,"required":false,"displayName":"assets","defaultMatch":false,"defaultValue":"{\n  \"images\": [\n    {\n      \"url\": \"string\",\n      \"thumbnailUrl\": \"string\",\n      \"metadata\": {\n        \"altText\": \"string\",\n        \"animatedThumbnail\": \"string\",\n        \"userTags\": [\n          {\n            \"handle\": \"string\",\n            \"x\": 0,\n            \"y\": 0\n          }\n        ],\n        \"dimensions\": {\n          \"width\": 0,\n          \"height\": 0\n        }\n      }\n    }\n  ],\n  \"videos\": [\n    {\n      \"url\": \"string\",\n      \"thumbnailUrl\": \"string\",\n      \"metadata\": {\n        \"thumbnailOffset\": 0,\n        \"title\": \"string\"\n      }\n    }\n  ],\n  \"documents\": [\n    {\n      \"url\": \"string\",\n      \"title\": \"string\",\n      \"thumbnailUrl\": \"string\"\n    }\n  ],\n  \"link\": {\n    \"url\": \"string\",\n    \"title\": \"string\",\n    \"description\": \"string\",\n    \"thumbnailUrl\": \"string\"\n  }\n}"},{"id":"metadata","type":"object","display":true,"removed":true,"required":false,"displayName":"metadata","defaultMatch":false,"defaultValue":"{\n  \"instagram\": {\n    \"type\": \"story\",\n    \"link\": \"string\",\n    \"geolocation\": {\n      \"id\": \"string\",\n      \"text\": \"string\"\n    },\n    \"shouldShareToFeed\": false,\n    \"stickerFields\": {\n      \"text\": \"string\"\n    }\n  },\n  \"facebook\": {\n    \"type\": \"post\",\n    \"annotations\": [\n      {\n        \"content\": \"string\",\n        \"indices\": [\n          0\n        ],\n        \"text\": \"string\",\n        \"url\": \"string\"\n      }\n    ],\n    \"linkAttachment\": {\n      \"url\": \"string\"\n    }\n  },\n  \"linkedin\": {\n    \"annotations\": [\n      {\n        \"id\": \"string\",\n        \"link\": \"string\",\n        \"entity\": \"string\",\n        \"vanityName\": \"string\",\n        \"localizedName\": \"string\",\n        \"start\": 0,\n        \"length\": 0\n      }\n    ],\n    \"linkAttachment\": {\n      \"url\": \"string\"\n    }\n  },\n  \"twitter\": {\n    \"retweet\": {\n      \"id\": \"string\"\n    },\n    \"thread\": [\n      {\n        \"text\": \"string\",\n        \"assets\": {\n          \"images\": [\n            {\n              \"url\": \"string\",\n              \"thumbnailUrl\": \"string\",\n              \"metadata\": {\n                \"altText\": \"string\",\n                \"animatedThumbnail\": \"string\",\n                \"userTags\": [\n                  {\n                    \"handle\": \"string\",\n                    \"x\": 0,\n                    \"y\": 0\n                  }\n                ],\n                \"dimensions\": {\n                  \"width\": 0,\n                  \"height\": 0\n                }\n              }\n            }\n          ],\n          \"videos\": [\n            {\n              \"url\": \"string\",\n              \"thumbnailUrl\": \"string\",\n              \"metadata\": {\n                \"thumbnailOffset\": 0,\n                \"title\": \"string\"\n              }\n            }\n          ],\n          \"documents\": [\n            {\n              \"url\": \"string\",\n              \"title\": \"string\",\n              \"thumbnailUrl\": \"string\"\n            }\n          ],\n          \"link\": {\n            \"url\": \"string\",\n            \"title\": \"string\",\n            \"description\": \"string\",\n            \"thumbnailUrl\": \"string\"\n          }\n        }\n      }\n    ]\n  },\n  \"pinterest\": {\n    \"title\": \"string\",\n    \"url\": \"string\",\n    \"boardServiceId\": \"string\"\n  },\n  \"google\": {\n    \"type\": \"event\",\n    \"title\": \"string\",\n    \"detailsOffer\": {\n      \"title\": \"string\",\n      \"startDate\": \"string\",\n      \"endDate\": \"string\",\n      \"code\": \"string\",\n      \"link\": \"string\",\n      \"terms\": \"string\"\n    },\n    \"detailsEvent\": {\n      \"title\": \"string\",\n      \"startDate\": \"string\",\n      \"endDate\": \"string\",\n      \"isFullDayEvent\": false,\n      \"button\": \"none\",\n      \"link\": \"string\"\n    },\n    \"detailsWhatsNew\": {\n      \"button\": \"none\",\n      \"link\": \"string\"\n    }\n  },\n  \"youtube\": {\n    \"title\": \"string\",\n    \"categoryId\": \"string\",\n    \"privacy\": \"public\",\n    \"license\": \"youtube\",\n    \"notifySubscribers\": false,\n    \"embeddable\": false,\n    \"madeForKids\": false\n  },\n  \"mastodon\": {\n    \"thread\": [\n      {\n        \"text\": \"string\",\n        \"assets\": {\n          \"images\": [\n            {\n              \"url\": \"string\",\n              \"thumbnailUrl\": \"string\",\n              \"metadata\": {\n                \"altText\": \"string\",\n                \"animatedThumbnail\": \"string\",\n                \"userTags\": [\n                  {\n                    \"handle\": \"string\",\n                    \"x\": 0,\n                    \"y\": 0\n                  }\n                ],\n                \"dimensions\": {\n                  \"width\": 0,\n                  \"height\": 0\n                }\n              }\n            }\n          ],\n          \"videos\": [\n            {\n              \"url\": \"string\",\n              \"thumbnailUrl\": \"string\",\n              \"metadata\": {\n                \"thumbnailOffset\": 0,\n                \"title\": \"string\"\n              }\n            }\n          ],\n          \"documents\": [\n            {\n              \"url\": \"string\",\n              \"title\": \"string\",\n              \"thumbnailUrl\": \"string\"\n            }\n          ],\n          \"link\": {\n            \"url\": \"string\",\n            \"title\": \"string\",\n            \"description\": \"string\",\n            \"thumbnailUrl\": \"string\"\n          }\n        }\n      }\n    ],\n    \"spoilerText\": \"string\"\n  },\n  \"startPage\": {\n    \"link\": \"string\"\n  },\n  \"threads\": {\n    \"type\": \"post\",\n    \"thread\": [\n      {\n        \"text\": \"string\",\n        \"assets\": {\n          \"images\": [\n            {\n              \"url\": \"string\",\n              \"thumbnailUrl\": \"string\",\n              \"metadata\": {\n                \"altText\": \"string\",\n                \"animatedThumbnail\": \"string\",\n                \"userTags\": [\n                  {\n                    \"handle\": \"string\",\n                    \"x\": 0,\n                    \"y\": 0\n                  }\n                ],\n                \"dimensions\": {\n                  \"width\": 0,\n                  \"height\": 0\n                }\n              }\n            }\n          ],\n          \"videos\": [\n            {\n              \"url\": \"string\",\n              \"thumbnailUrl\": \"string\",\n              \"metadata\": {\n                \"thumbnailOffset\": 0,\n                \"title\": \"string\"\n              }\n            }\n          ],\n          \"documents\": [\n            {\n              \"url\": \"string\",\n              \"title\": \"string\",\n              \"thumbnailUrl\": \"string\"\n            }\n          ],\n          \"link\": {\n            \"url\": \"string\",\n            \"title\": \"string\",\n            \"description\": \"string\",\n            \"thumbnailUrl\": \"string\"\n          }\n        }\n      }\n    ],\n    \"linkAttachment\": {\n      \"url\": \"string\"\n    },\n    \"topic\": \"string\",\n    \"locationId\": \"string\",\n    \"locationName\": \"string\"\n  },\n  \"bluesky\": {\n    \"thread\": [\n      {\n        \"text\": \"string\",\n        \"assets\": {\n          \"images\": [\n            {\n              \"url\": \"string\",\n              \"thumbnailUrl\": \"string\",\n              \"metadata\": {\n                \"altText\": \"string\",\n                \"animatedThumbnail\": \"string\",\n                \"userTags\": [\n                  {\n                    \"handle\": \"string\",\n                    \"x\": 0,\n                    \"y\": 0\n                  }\n                ],\n                \"dimensions\": {\n                  \"width\": 0,\n                  \"height\": 0\n                }\n              }\n            }\n          ],\n          \"videos\": [\n            {\n              \"url\": \"string\",\n              \"thumbnailUrl\": \"string\",\n              \"metadata\": {\n                \"thumbnailOffset\": 0,\n                \"title\": \"string\"\n              }\n            }\n          ],\n          \"documents\": [\n            {\n              \"url\": \"string\",\n              \"title\": \"string\",\n              \"thumbnailUrl\": \"string\"\n            }\n          ],\n          \"link\": {\n            \"url\": \"string\",\n            \"title\": \"string\",\n            \"description\": \"string\",\n            \"thumbnailUrl\": \"string\"\n          }\n        }\n      }\n    ],\n    \"linkAttachment\": {\n      \"url\": \"string\"\n    }\n  },\n  \"tiktok\": {\n    \"title\": \"string\"\n  }\n}"},{"id":"saveToDraft","type":"boolean","display":true,"removed":true,"required":false,"displayName":"saveToDraft","defaultMatch":false},{"id":"ideaId","type":"string","display":true,"removed":true,"required":false,"displayName":"ideaId","defaultMatch":false},{"id":"draftId","type":"string","display":true,"removed":true,"required":false,"displayName":"draftId","defaultMatch":false}],"mappingMode":"defineBelow","matchingColumns":[],"attemptToConvertTypes":false,"convertFieldsToString":false},"endpointUrl":"https://mcp.buffer.com/mcp","authentication":"bearerAuth"},"credentials":{"httpBearerAuth":{"id":"jpdnaeYntKF86KmB","name":"Bearer Auth account"}},"typeVersion":1},{"id":"2a872398-48a3-427e-bd4f-cf56979bdf6f","name":"Generate Download link","type":"n8n-nodes-base.httpRequest","position":[6672,464],"parameters":{"url":"https://api.dropboxapi.com/2/files/get_temporary_link","method":"POST","options":{},"jsonBody":"={\n  \"path\": \"{{ $json.path_lower }}\"\n}","sendBody":true,"specifyBody":"json","authentication":"predefinedCredentialType","nodeCredentialType":"dropboxOAuth2Api"},"credentials":{"dropboxOAuth2Api":{"id":"tMUVPpR79QRc1swi","name":"DROPBOX KEY"}},"typeVersion":4.4},{"id":"7b2f1164-9cfa-4e8a-a669-9c7b76b726f3","name":"Extract Download Link","type":"n8n-nodes-base.set","position":[6880,464],"parameters":{"options":{},"assignments":{"assignments":[{"id":"a13822d5-0089-4a9d-8417-5076c6262420","name":"file_url","type":"string","value":"={{ $json.link }}"}]}},"typeVersion":3.4},{"id":"65a9ef4e-4d6a-44d2-b3fe-de7b79466712","name":"Has Apify or Fallback 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=> i.json.trend || '');\nconst current = $('Split Trend').all();\nconst filtered = current.filter(item => !used.includes(item.json.trend));\nreturn filtered.length > 0 ? filtered : [];"},"typeVersion":2,"alwaysOutputData":true},{"id":"37011045-6dfd-4a4e-b180-a0d85fec6a4e","name":"Extract Trends2","type":"n8n-nodes-base.code","onError":"continueRegularOutput","position":[2480,336],"parameters":{"jsCode":"const items = $input.all();\n\nconst firstItem = items[0]?.json;\nif (!firstItem || firstItem.error) {\n  return [{ json: { success: false, error: firstItem?.error || \"No data received\" } }];\n}\n\nconst seen = new Set();\nconst trends = items.flatMap(item => {\n  const data = item.json;\n  const records = Array.isArray(data) ? data : [data];\n  return records\n    .map(record => record.title?.trim())\n    .filter(title => {\n      if (!title || seen.has(title)) return false;\n      seen.add(title);\n      return true;\n    })\n    .map(title => ({ json: { trend: title } }));\n});\n\nif (trends.length === 0) {\n  return [{ json: { success: false, error: \"No valid trend data found\" } }];\n}\n\nreturn [{ json: { success: true, trends } }];"},"typeVersion":2},{"id":"6402772c-99b2-4735-849d-4d775946ecd9","name":"Run an Actor and get dataset1","type":"@apify/n8n-nodes-apify.apify","onError":"continueRegularOutput","position":[2368,528],"parameters":{"actorId":{"__rl":true,"mode":"list","value":"VPeCKacMZL2Lgem5t","cachedResultUrl":"https://console.apify.com/actors/VPeCKacMZL2Lgem5t/input","cachedResultName":"Twitter Trending Topics Scraper 🌎 (easyapi/twitter-trending-topics-scraper)"},"operation":"Run actor and get dataset","customBody":"{\n    \"country\": \"nigeria\",\n    \"proxyConfiguration\": {\n        \"useApifyProxy\": false\n    }\n}"},"credentials":{"apifyApi":{"id":"HwpTvldAFe6deOyO","name":"DEMO"}},"typeVersion":1},{"id":"0cdd61fd-ae46-42c0-a989-a2c0b4c734d6","name":"Apify Success? (Fallback)","type":"n8n-nodes-base.if","position":[2640,240],"parameters":{"options":{},"conditions":{"options":{"version":3,"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"id":"163328ab-270c-4abe-a261-1c5acce7acb8","operator":{"type":"boolean","operation":"true","singleValue":true},"leftValue":"={{ $json.success }}","rightValue":0}]}},"typeVersion":2.3},{"id":"794500e0-c259-4192-bbec-e169eee2a623","name":"Save Used Trend","type":"n8n-nodes-base.dataTable","position":[7536,464],"parameters":{"columns":{"value":{"date":"={{ $json.usedAt }}","trend":"={{ $json.trend }}"},"schema":[{"id":"trend","type":"string","display":true,"removed":false,"readOnly":false,"required":false,"displayName":"trend","defaultMatch":false},{"id":"date","type":"string","display":true,"removed":false,"readOnly":false,"required":false,"displayName":"date","defaultMatch":false}],"mappingMode":"defineBelow","matchingColumns":[],"attemptToConvertTypes":false,"convertFieldsToString":false},"options":{},"dataTableId":{"__rl":true,"mode":"list","value":"yJnzJvRdKazvvCuY","cachedResultUrl":"/projects/vXqhDNlXbSeCxe2L/datatables/yJnzJvRdKazvvCuY","cachedResultName":"trend_table"}},"typeVersion":1.1},{"id":"026ef29b-eaae-4a6e-a5b2-6c26e673827f","name":"📋 Workflow Overview","type":"n8n-nodes-base.stickyNote","position":[-48,-32],"parameters":{"color":4,"width":780,"height":1000,"content":"## 🐦Generate & Post AI Tweets with Images from X Trending Topics (Gemini + FLUX + Buffer)\n\n**What this workflow does:**\nEvery day at 8:30am, 12:30pm, and 4:30pm it:\n1. Scrapes Nigeria's trending X topics via Apify\n2. Falls back to Gemini AI search if Apify fails\n3. Filters out trends used in the last 24h (deduplication)\n4. Picks 2 random unused trends\n5. Generates a pidgin-language tweet per trend using Gemini 2.5 Flash\n6. Generates a matching image using FLUX.1-schnell on HuggingFace\n7. Uploads image to Dropbox → gets a public link\n8. Posts tweet + image to X via Buffer MCP\n\n---\n### 🔧 Setup Required\n- **Apify** – Connect your Apify API credential\n- **Google Gemini** – Connect your Google AI (Gemini) credential\n- **HuggingFace** – Create an HTTP Bearer Token credential with your HF token\n- **Dropbox** – Connect your Dropbox OAuth2 credential\n- **Buffer** – Connect your Buffer Bearer Token credential and set your Channel ID in the `Post to X via Buffer` node\n- **Data Table** – The `trend_table` Data Table must exist in your n8n project (run `Create a data table` once manually, then disable it)\n\n---\n### ⚙️ Customization\n- Change the `country` in the Apify nodes to scrape trends for a different country\n- Edit the tweet prompt in `Generate Tweet with Gemini` to change tone/language/style\n- Edit the FLUX prompt in `Generate Image with FLUX` to change image style\n- Adjust the schedule in `Schedule Trigger` (currently 3x/day)"},"typeVersion":1},{"id":"f7b97b69-cdf4-4445-9575-3c3f4bdcdd3c","name":"Section: Trend Fetching","type":"n8n-nodes-base.stickyNote","position":[896,-32],"parameters":{"color":7,"width":2672,"height":988,"content":"### 1️⃣ Fetch Nigeria Trends\nApify scrapes X trending topics for Nigeria.\nIf Apify fails or returns no data, falls back to Gemini AI search.\nBoth paths merge at `Has Apify or Fallback Trends?`"},"typeVersion":1},{"id":"3d13704f-de10-4c13-8756-f2fc1d0291d8","name":"Section: Deduplication","type":"n8n-nodes-base.stickyNote","position":[3664,-32],"parameters":{"color":7,"width":1580,"height":996,"content":"### 2️⃣ Deduplication\nReads already-used trends from the `trend_table` Data Table.\nFilters out any trend used in the **last 24 hours**.\nThen picks 2 random trends from what's left."},"typeVersion":1},{"id":"25acc8af-5728-4890-942d-48a5f4a20fe7","name":"Section: Generation & Posting","type":"n8n-nodes-base.stickyNote","position":[5440,-48],"parameters":{"color":7,"width":2324,"height":1012,"content":"### 3️⃣ Generate Tweet & Image (loops per trend)\nFor each picked trend:\n- Gemini generates a pidgin-English tweet (≤275 chars)\n- FLUX.1-schnell generates a matching photorealistic image\n- Image uploaded to Dropbox → temporary public URL extracted\n- Tweet + image posted to X via Buffer MCP\n- Trend saved to `trend_table` to prevent reuse"},"typeVersion":1},{"id":"6c127db9-4574-4b34-93fa-f44a58496b1f","name":"⚠️ HuggingFace Setup","type":"n8n-nodes-base.stickyNote","position":[6096,-32],"parameters":{"color":3,"width":400,"content":"⚠️ **HuggingFace Credential Required**\nCreate a new **HTTP Bearer Token** credential in n8n with your HuggingFace API token and select it in this node.\nDo NOT paste the token directly in node parameters."},"typeVersion":1},{"id":"eb0e49c4-b361-4083-a8d8-4cdd2742f8be","name":"⚠️ Buffer Channel ID","type":"n8n-nodes-base.stickyNote","position":[7040,-32],"parameters":{"color":3,"width":400,"content":"📌 **Buffer Setup**\nReplace `YOUR_BUFFER_CHANNEL_ID` in this node with your actual Buffer channel ID for your X (Twitter) account.\nFind it in your Buffer dashboard → Channel Settings."},"typeVersion":1},{"id":"daa07a50-caec-41ba-8620-db673e725bf8","name":"Data Table Setup Tip","type":"n8n-nodes-base.stickyNote","position":[3680,160],"parameters":{"color":5,"width":380,"height":140,"content":"🛠️ **One-time setup:**\nRun `Create a data table` manually once to create the `trend_table`.\nThen **disable** that node — it only needs to run once."},"typeVersion":1}],"active":true,"pinData":{},"settings":{"binaryMode":"separate","availableInMCP":false,"executionOrder":"v1"},"versionId":"8e974687-0938-468f-86fa-4388db0a2f77","connections":{"Pick Trend":{"main":[[{"node":"Loop Over Items","type":"main","index":0}]]},"Split Trend":{"main":[[{"node":"Create a data table","type":"main","index":0}]]},"Split Trend1":{"main":[[{"node":"Create a data table","type":"main","index":0}]]},"Upload a file":{"main":[[{"node":"Generate Download link","type":"main","index":0}]]},"Extract Trends":{"main":[[{"node":"Split Trend","type":"main","index":0}]]},"Extract Trends1":{"main":[[{"node":"Apify Success? 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